✏️ Fix links, move pyre to pystra

Author: veit

docs/clean-prep/deduplicate.ipynb

@@ -1093,7 +1093,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "[prepare_training](https://docs.dedupe.io/en/latest/API-documentation.html#dedupe.Dedupe.prepare_training) initialises active learning with our data and, optionally, with existing training data.\n",
+    "`prepare_training` initialises active learning with our data and, optionally, with existing training data.\n",
     "\n",
     "`T` mirrors the DataFrame across its diagonal by writing rows as columns and vice versa. For this, [pandas.DataFrame.transpose](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.transpose.html) is used."
    ]
@@ -1104,7 +1104,7 @@
    "source": [
     "## 5. Active learning\n",
     "\n",
-    "Use [dedupe.console_label](https://docs.dedupe.io/en/latest/API-documentation.html#dedupe.console_label) to train your dedupe instance. When Dedupe finds a record pair, you will be asked to label it as a duplicate. You can use the `y`, `n` and `u` keys to label duplicates. Press `f` when you are finished."
+    "Use `dedupe.console_label` to train your dedupe instance. When Dedupe finds a record pair, you will be asked to label it as a duplicate. You can use the `y`, `n` and `u` keys to label duplicates. Press `f` when you are finished."
    ]
   },
   {
@@ -1300,11 +1300,11 @@
    "source": [
     "The last training dataset compared make it clear that we did not delete this duplicate with our `drop_duplicates` example above - `marquesseastie` and `marquessebastien` were recognised as different.\n",
     "\n",
-    "[Dedupe.train](https://docs.dedupe.io/en/latest/API-documentation.html#dedupe.Dedupe.train) adds the record pairs you marked to the training data and updates the matching model.\n",
+    "`Dedupe.train` adds the record pairs you marked to the training data and updates the matching model.\n",
     "\n",
     "With `index_predicates=True`, deduplication also takes into account predicates based on the indexing of the data.\n",
     "\n",
-    "When you are done, save your training data with [Dedupe.write_settings](https://docs.dedupe.io/en/latest/API-documentation.html#dedupe.Dedupe.write_settings)."
+    "When you are done, save your training data with `Dedupe.write_settings`."
    ]
   },
   {
@@ -1328,7 +1328,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "With [dedupe.Dedupe.partition](https://docs.dedupe.io/en/latest/API-documentation.html#dedupe.Dedupe.partition), records that all refer to the same entity are identified and returned as tuples that are a sequence of record IDs and confidence values. For more details on the confidence value, see [dedupe.Dedupe.cluster](https://docs.dedupe.io/en/latest/API-documentation.html#dedupe.Dedupe.cluster)."
+    "With `dedupe.Dedupe.partition`, records that all refer to the same entity are identified and returned as tuples that are a sequence of record IDs and confidence values. For more details on the confidence value, see `dedupe.Dedupe.cluster`."
    ]
   },
   {

docs/data-processing/apis/fastapi/extensions.rst

@@ -147,7 +147,7 @@ ORMs
     .. image:: https://raster.shields.io/github/license/piccolo-orm/piccolo_admin
        :alt: License
 
-`ormar <https://github.com/collerek/ormar/>`_
+`ormar <https://collerek.github.io/ormar/latest/fastapi/>`_
     Asynchronous mini-ORM, with which you only need to maintain one set of
     models and migrate them with :doc:`/data-processing/postgresql/alembic` if
     necessary (→ `example <https://collerek.github.io/ormar/fastapi/>`__); it is

docs/data-processing/apis/fastapi/install.rst

@@ -52,7 +52,7 @@ Starlette can use the optional dependencies
     if you want to use ``FileResponse`` or ``StaticFiles``.
 `jinja2 <https://jinja.palletsprojects.com/>`_
     if you want to use the default template configuration.
-`python-multipart <https://andrew-d.github.io/python-multipart/>`_
+`python-multipart <https://kludex.github.io/python-multipart/>`_
     if you want to support form parsing, with ``request.form()``.
 `itsdangerous <https://itsdangerous.palletsprojects.com/>`_
     required for ``SessionMiddleware`` support.

docs/data-processing/geodata.rst

@@ -27,7 +27,7 @@ Geodata
 `Arcpy <https://pro.arcgis.com/de/pro-app/arcpy/get-started/what-is-arcpy-.htm>`_
     is used by Esri ArcGIS to perform geographic data analysis, data conversion,
     data management, and map automation.
-`RSGISLib <https://www.rsgislib.org/>`_
+`RSGISLib <http://rsgislib.org/>`_
     or *The Remote Sensing and GIS Software Library* is a set of remote sensing
     tools for raster processing and analysis.
 `pgeocode <https://pypi.org/project/pgeocode/>`_

docs/data-processing/index.rst

@@ -27,7 +27,7 @@ three tools in more detail that make data accessible:
     `Pattern <https://github.com/clips/pattern>`_
         Python module for data mining, natural language processing, ML and
         network analysis.
-    `Web Scraping Reference <https://blog.hartleybrody.com/web-scraping-cheat-sheet/#javascript-heavy-websites>`_
+    `Web Scraping Reference <https://blog.hartleybrody.com/web-scraping-cheat-sheet/>`_
         Overview of web scraping with Python.
 
 

docs/data-processing/nosql/document-oriented-db.rst

@@ -34,7 +34,7 @@ OrientDB and ArangoDB.
 | **Data model**         | Flexible scheme with           | Flexible scheme                | Essentially                    | Multi-Model                    | Multi-model: documents, graphs |
 |                        | denormalised model             |                                | :term:`Key/Value pair`         |                                | and :term:`Key/value pair`     |
 +------------------------+--------------------------------+--------------------------------+--------------------------------+--------------------------------+--------------------------------+
-| **Query langauge**     | jQuery, :term:`MapReduce`      | REST, :term:`MapReduce`        | Key filter, :term:`MapReduce`, | `Extended SQL`_, `Gremlin`_    |`ArangoDB Query Language (AQL)`_|
+| **Query langauge**     | jQuery, :term:`MapReduce`      | REST, :term:`MapReduce`        | Key filter, :term:`MapReduce`, | `Gremlin`_                     |`ArangoDB Query Language (AQL)`_|
 |                        |                                |                                | link walking, no ad-hoc        |                                |                                |
 |                        |                                |                                | queries possible               |                                |                                |
 +------------------------+--------------------------------+--------------------------------+--------------------------------+--------------------------------+--------------------------------+
@@ -55,7 +55,7 @@ OrientDB and ArangoDB.
 .. _`MongoDB`: https://www.mongodb.com/
 .. _`CouchDB`: https://couchdb.apache.org/
 .. _`Riak`: https://riak.com/
-.. _`OrientDB`: https://orientdb.org/
+.. _`OrientDB`: https://orientdb.dev
 .. _`ArangoDB`: https://www.arangodb.com/
 .. _`mongodb/mongo`: https://github.com/mongodb/mongo
 .. _`apache/couchdb`: https://github.com/apache/couchdb
@@ -65,12 +65,11 @@ OrientDB and ArangoDB.
 .. _`docs.mongodb.com`: https://docs.mongodb.com/
 .. _`docs.couchdb.org`: https://docs.couchdb.org/
 .. _`docs.riak.com`: https://docs.riak.com/
-.. _`www.orientdb.com/docs`: http://www.orientdb.com/docs
+.. _`orientdb.dev/docs`: https://orientdb.dev/docs/3.2.x/index.html
 .. _`arangodb.com/documentation/`: https://arangodb.com/documentation/
-.. _`Time Series`: https://orientdb.org/docs/2.2.x/Time-series-use-case.html
-.. _`Key Value`: https://orientdb.org/docs/2.2.x/Key-Value-use-case.html
-.. _`Chat`: https://orientdb.org/docs/2.2.x/Chat-use-case.html
-.. _`Extended SQL`: https://orientdb.org/docs/2.2.x/SQL.html
+.. _`Time Series`: https://orientdb.dev/docs/3.2.x/gettingstarted/Time-series-use-case.html
+.. _`Key Value`: https://orientdb.dev/docs/3.2.x/gettingstarted/Key-Value-use-case.html
+.. _`Chat`: https://orientdb.dev/docs/3.2.x/gettingstarted/Chat-use-case.html
 .. _`Gremlin`: https://github.com/tinkerpop/gremlin/wiki
 .. _`ArangoDB Query Language (AQL)`: https://www.arangodb.com/docs/stable/aql/
 .. _`simple geospatial data`: https://docs.mongodb.com/manual/core/geospatial-indexes/